Deep Learning Optical Spectroscopy Based on Experimental Database: Potential Applications to Molecular Design
Joonyoung F. Joung, Minhi Han, Jinhyo Hwang, Minseok Jeong, Dong Hoon Choi, Sungnam Park
Abstract
for absorption and emission bandwidths, and 0.209, 0.371, and 0.262 for the logarithm of the extinction coefficient, PLQY, and emission lifetime, respectively. Finally, we demonstrated how a blue emitter with desired optical and photophysical properties could be efficiently virtually screened and developed by DL optical spectroscopy. DL optical spectroscopy can be efficiently used for developing chromophores and fluorophores in various research areas.
Topics & Concepts
ChromophoreSpectroscopyPhotoluminescenceMolar absorptivityMaterials scienceAttenuation coefficientAbsorption (acoustics)Absorption spectroscopyQuantum yieldEmission spectrumPhotochemistryAnalytical Chemistry (journal)OptoelectronicsChemistryOpticsSpectral lineOrganic chemistryPhysicsFluorescenceComposite materialAstronomyQuantum mechanicsSpectroscopy Techniques in Biomedical and Chemical ResearchMachine Learning in Materials ScienceElectrochemical Analysis and Applications